{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract Face Landmarks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A function extract facial landmarks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> from mlxtend.image import extract_face_landmarks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `extract_face_landmarks` function detects the faces in a given image, and then it will return the face landmark points (also known as face shape) for the first found face in the image based on dlib's face landmark detection code (http://dlib.net/face_landmark_detection_ex.cpp.html):\n",
    "\n",
    "> The face detector we use is made using the classic Histogram of Oriented\n",
    "    Gradients (HOG) feature combined with a linear classifier, an image pyramid,\n",
    "    and sliding window detection scheme.  The pose estimator was created by\n",
    "    using dlib's implementation of the paper:\n",
    "       One Millisecond Face Alignment with an Ensemble of Regression Trees by\n",
    "       Vahid Kazemi and Josephine Sullivan, CVPR 2014\n",
    "    and was trained on the iBUG 300-W face landmark dataset (see\n",
    "    https://ibug.doc.ic.ac.uk/resources/facial-point-annotations/):  \n",
    "       C. Sagonas, E. Antonakos, G, Tzimiropoulos, S. Zafeiriou, M. Pantic. \n",
    "       300 faces In-the-wild challenge: Database and results. \n",
    "       Image and Vision Computing (IMAVIS), Special Issue on Facial Landmark Localisation \"In-The-Wild\". 2016.\n",
    "    You can get the trained model file from:\n",
    "    http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2.\n",
    "    Note that the license for the iBUG 300-W dataset excludes commercial use.\n",
    "    So you should contact Imperial College London to find out if it's OK for\n",
    "    you to use this model file in a commercial product."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "- Kazemi, Vahid, and Josephine Sullivan. \"One millisecond face alignment with an ensemble of regression trees.\" Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2014."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1 -- RGB Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(68, 2)\n",
      "\n",
      "\n",
      "First 10 landmarks:\n",
      " [[132 159]\n",
      " [134 173]\n",
      " [137 187]\n",
      " [142 200]\n",
      " [150 212]\n",
      " [159 222]\n",
      " [170 231]\n",
      " [184 235]\n",
      " [198 236]\n",
      " [211 231]]\n"
     ]
    }
   ],
   "source": [
    "import imageio\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "from mlxtend.image import extract_face_landmarks\n",
    "\n",
    "img = imageio.imread('test-face.png')\n",
    "landmarks = extract_face_landmarks(img)\n",
    "print(landmarks.shape)\n",
    "print('\\n\\nFirst 10 landmarks:\\n', landmarks[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualization of the landmarks:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 5))\n",
    "ax = fig.add_subplot(1, 3, 1)\n",
    "ax.imshow(img)\n",
    "ax = fig.add_subplot(1, 3, 2)\n",
    "ax.scatter(landmarks[:, 0], -landmarks[:, 1], alpha=0.8)\n",
    "ax = fig.add_subplot(1, 3, 3)\n",
    "img2 = img.copy()\n",
    "\n",
    "for p in landmarks:\n",
    "    img2[p[1]-3:p[1]+3, p[0]-3:p[0]+3, :] = (255, 255, 255)\n",
    "    # note that the values -3 and +3 will make the landmarks\n",
    "    # overlayed on the image 6 pixels wide; depending on the\n",
    "    # resolution of the face image, you may want to change\n",
    "    # this value\n",
    "\n",
    "ax.imshow(img2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Displaying the index of landmark points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "\n",
    "left_eye = np.array([36, 37, 38, 39, 40, 41])\n",
    "right_eye = np.array([42, 43, 44, 45, 46, 47])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coordinates of the Left Eye:  [169.33333333 156.        ]\n",
      "Coordinates of the Right Eye:  [210.83333333 152.16666667]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "plt.plot(landmarks[:,0], -landmarks[:,1], 'ro', markersize=8, alpha = 0.5)\n",
    "for i in range(landmarks.shape[0]):\n",
    "    plt.text(landmarks[i,0]+1, -landmarks[i,1], str(i), size=14)\n",
    "\n",
    "\n",
    "left_eye_center = np.mean(landmarks[left_eye], axis=0)\n",
    "right_eye_center = np.mean(landmarks[right_eye], axis=0)\n",
    "print('Coordinates of the Left Eye: ', left_eye_center)\n",
    "print('Coordinates of the Right Eye: ', right_eye_center)\n",
    "plt.plot([left_eye_center[0]], [-left_eye_center[1]], \n",
    "            marker='+', color='blue', markersize=10, mew=4)\n",
    "\n",
    "plt.plot([right_eye_center[0]], [-right_eye_center[1]], \n",
    "            marker='+', color='blue', markersize=10, mew=4)\n",
    "\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2 -- Grayscale Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(68, 2)\n",
      "\n",
      "\n",
      "First 10 landmarks:\n",
      " [[37 42]\n",
      " [38 46]\n",
      " [39 51]\n",
      " [41 55]\n",
      " [44 59]\n",
      " [47 62]\n",
      " [51 65]\n",
      " [55 66]\n",
      " [60 66]\n",
      " [64 64]]\n"
     ]
    }
   ],
   "source": [
    "import imageio\n",
    "import matplotlib.pyplot as plt\n",
    "from mlxtend.image import extract_face_landmarks\n",
    "\n",
    "img = imageio.imread('test-face_grayscale_lowres.png', )\n",
    "landmarks = extract_face_landmarks(img)\n",
    "print(landmarks.shape)\n",
    "print('\\n\\nFirst 10 landmarks:\\n', landmarks[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 5))\n",
    "ax = fig.add_subplot(1, 3, 1)\n",
    "ax.imshow(img, cmap='gray')\n",
    "ax = fig.add_subplot(1, 3, 2)\n",
    "ax.scatter(landmarks[:, 0], -landmarks[:, 1], alpha=0.8)\n",
    "ax = fig.add_subplot(1, 3, 3)\n",
    "\n",
    "img2 = img.copy()\n",
    "\n",
    "for p in landmarks:\n",
    "    img2[p[1]-1:p[1]+1, p[0]-1:p[0]+1] = 255\n",
    "    # note that the values -1 and +1 will make the landmarks\n",
    "    # overlayed on the image 2 pixels wide; depending on the\n",
    "    # resolution of the face image, you may want to change\n",
    "    # this value\n",
    "\n",
    "ax.imshow(img2, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## extract_face_landmarks\n",
      "\n",
      "*extract_face_landmarks(img, return_dtype=<class 'numpy.int32'>)*\n",
      "\n",
      "Function to extract face landmarks.\n",
      "\n",
      "Note that this function requires an installation of\n",
      "the Python version of the library \"dlib\": http://dlib.net\n",
      "\n",
      "**Parameters**\n",
      "\n",
      "\n",
      "- `img` : array, shape = [h, w, ?]\n",
      "\n",
      "    Numpy array of a face image or\n",
      "    imageio.core.util.Array. E.g.\n",
      "    img = imageio.core.util.Array(ary)\n",
      "\n",
      "    Supported shapes are\n",
      "    - 3D tensors with 1\n",
      "    or more color channels, for example,\n",
      "    RGB: [h, w, 3]\n",
      "    - 2D tensors without color channel, for example,\n",
      "    Grayscale: [h, w]\n",
      "\n",
      "    return_dtype: the return data-type of the array,\n",
      "    default: np.int32.\n",
      "\n",
      "**Returns**\n",
      "\n",
      "- `landmarks` : numpy.ndarray, shape = [68, 2]\n",
      "\n",
      "    A numpy array, where each row contains a landmark/point x-y coordinates.\n",
      "    Return None if no face is detected by Dlib.\n",
      "\n",
      "**Examples**\n",
      "\n",
      "For usage examples, please see\n",
      "    [http://rasbt.github.io/mlxtend/user_guide/sources/image/extract_face_landmarks.ipynb](http://rasbt.github.io/mlxtend/user_guide/sources/image/extract_face_landmarks.ipynb)\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open('../../api_modules/mlxtend.image/extract_face_landmarks.md', 'r') as f:\n",
    "    print(f.read())"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
